Digital Commons Network^™

A Nomogram For Predicting Upper Urinary Tract Damage Risk In Children With Neurogenic Bladder, Qi Li, Miao Cai, Qingsong Pu, Shengde Wu, Xing Liu, Tao Lin, Dawei He, Jianguo Wen, Guanghui Wei

Faculty, Staff and Student Publications

PURPOSE: To establish a predictive model for upper urinary tract damage (UUTD) in children with neurogenic bladder (NB) and verify its efficacy.

METHODS: A retrospective study was conducted that consisted of a training cohort with 167 NB patients and a validation cohort with 100 NB children. The clinical data of the two groups were compared first, and then univariate and multivariate logistic regression analyses were performed on the training cohort to identify predictors and develop the nomogram. The accuracy and clinical usefulness of the nomogram were verified by receiver operating characteristic (ROC) curve, calibration curve and decision curve analyses.

RESULTS: …

Associations Of Duration, Intensity, And Quantity Of Smoking With Risk Of Gastric Intestinal Metaplasia, Aaron P Thrift, Andre G Jove, Yan Liu, Mimi C Tan, Hashem B El-Serag

Faculty, Staff and Students Publications

GOAL: Determine whether various dimensions of smoking increase risk for gastric intestinal metaplasia.

BACKGROUND: Cigarette smoking has been implicated in the etiology of gastric cancer, but it is not clear if smoking is a risk factor for gastric intestinal metaplasia, a precursor lesion of gastric cancer.

MATERIALS AND METHODS: We compared data from 385 gastric intestinal metaplasia cases and 1577 controls without gastric intestinal metaplasia recruited into a cross-sectional study at the Michael E. DeBakey VA Medical Center in Houston, Texas. All participants completed standardized questionnaires and underwent a study endoscopy with gastric mapping biopsies. Gastric intestinal metaplasia cases included …

Selectively Targeting Disease-Restricted Secretogranin Iii To Alleviate Choroidal Neovascularization, Liyang Ji, Prabuddha Waduge, Lili Hao, Avinash Kaur, Wencui Wan, Yan Wu, Hong Tian, Jinsong Zhang, Keith A Webster, Wei Li

Faculty, Staff and Students Publications

Choroidal neovascularization (CNV), a leading cause of blindness in the elderly, is routinely treated with vascular endothelial growth factor (VEGF) inhibitors that have limited efficacy and potentially adverse side effects. An unmet clinical need is to develop novel therapies against other angiogenic factors for alternative or combination treatment to improve efficacy and safety. We recently described secretogranin III (Scg3) as a disease-selective angiogenic factor, causally linked to diabetic retinopathy and acting independently of the VEGF pathway. An important question is whether such a disease-selective Scg3 pathway contributes to other states of pathological angiogenesis beyond diabetic retinopathy. By applying a novel …

Initial Experiences Using Plasma Rich In Growth Factors To Treat Keratoneuralgia, Margaret Wang, Sowmya Yennam, Stephen Pflugfelder

Faculty, Staff and Students Publications

Keratoneuralgia, a clinical diagnosis of sensitized corneal pain without visible ocular surface damage, generally has minimal response to conventional therapies. Causes include refractive surgery and chronic dry eye. We evaluated the efficacy of Plasma Rich in Growth Factors (PRGF), a novel treatment prepared using a commercially available kit, in patients with keratoneuralgia. A retrospective chart review identified patients who had the clinical diagnosis of keratoneuralgia and were treated with PRGF for at least 3 months from October 2015 to April 2020 at a single academic institution. Both objective eye exam findings and concurrent treatments were obtained at baseline, 3 months, …

Il-17 Producing Lymphocytes Cause Dry Eye And Corneal Disease With Aging In Rxrα Mutant Mouse, Jehan Alam, Ghasem Yazdanpanah, Rinki Ratnapriya, Nicholas Borcherding, Cintia S De Paiva, Dequan Li, Rodrigo Guimaraes De Souza, Zhiyuan Yu, Stephen C Pflugfelder

Faculty, Staff and Students Publications

PURPOSE: To investigate IL-17 related mechanisms for developing dry eye disease in the Pinkie mouse strain with a loss of function RXRα mutation.

METHODS: Measures of dry eye disease were assessed in the cornea and conjunctiva. Expression profiling was performed by single-cell RNA sequencing (scRNA-seq) to compare gene expression in conjunctival immune cells. Conjunctival immune cells were immunophenotyped by flow cytometry and confocal microscopy. The activity of RXRα ligand 9-cis retinoic acid (RA) was evaluated in cultured monocytes and γδ T cells.

RESULTS: Compared to wild type (WT) C57BL/6, Pinkie has increased signs of dry eye disease, including decreased tear …

Retrobulbar Hematoma In A Patient With Thyroid Eye Disease, Christina Y Weng

Faculty, Staff and Students Publications

A 37-year-old female with a history of thyroid eye disease presented after trauma to the right side of her face. Visual acuity was light perception and a relative afferent pupillary defect was detected. There was gross proptosis of the unruptured right globe with diffuse conjunctival hemorrhage. Computed tomography revealed an intraconal retrobulbar hematoma (RBH) with anterior herniation of the globe. The extraocular muscles were thickened, consistent with her thyroid eye disease, and her superior rectus was avulsed. The optic nerve was on stretch, but there was no evidence of transection. The patient ultimately underwent enucleation with the plan for an …

Spatial Transcriptomics Of The Lacrimal Gland Features Macrophage Activity And Epithelium Metabolism As Key Alterations During Chronic Inflammation, Olivier Mauduit, Vanessa Delcroix, Takeshi Umazume, Cintia S De Paiva, Darlene A Dartt, Helen P Makarenkova

Faculty, Staff and Students Publications

The lacrimal gland (LG) is an exocrine gland that produces the watery part of the tear film that lubricates the ocular surface. Chronic inflammation, such as Sjögren’s syndrome (SS), is one of the leading causes of aqueous-deficiency dry eye (ADDE) disease worldwide. In this study we analyzed the chronic inflammation in the LGs of the NOD.B10Sn-H2b/J (NOD.H-2b) mice, a mouse model of SS, utilizing bulk RNAseq and Visium spatial gene expression. With Seurat we performed unsupervised clustering and analyzed the spatial cell distribution and gene expression changes in all cell clusters within the LG sections. Moreover, for the …

New, Potent, Small Molecule Agonists Of Tyrosine Kinase Receptors Attenuate Dry Eye Disease, Zhiyuan Yu, Shaon Joy, Tianxiong Mi, Ghasem Yazdanpanah, Kevin Burgess, Cintia S De Paiva

Faculty, Staff and Students Publications

Nerve growth factor (NGF), brain-derived neurotrophic factor (BDNF), and neurotrophin3 (NT-3) bind to tyrosine kinase (Trk) receptors, TrkA, TrkB, and TrkC, respectively. This study investigated the efficacy of novel molecule agonists of Trk receptors in an in vivo model of dry eye disease (DED). Small molecule TrkC agonist (C1) and a pan-Trk agonist (pan) were synthesized for this. C57BL/6J mice were subjected to desiccating stress (DS) and received bilateral eye drops of C1, pan, or vehicle (2x/day). Dry eye signs, inflammation and expression of corneal barrier function, and conjunctival goblet cell (GC) densities were measured as part of the DED …

Cathepsin S Is A Novel Target For Age-Related Dry Eye, Zhiyuan Yu, Jinmiao Li, Gowthaman Govindarajan, Sarah F Hamm-Alvarez, Jehan Alam, De-Quan Li, Cintia S De Paiva

Faculty, Staff and Students Publications

Cathepsin S (CTSS) is a protease that is proinflammatory on epithelial cells. The purpose of this study was to investigate the role of CTSS in age-related dry eye disease. Ctss−/− mice [in a C57BL/6 (B6) background] of different ages were compared to B6 mice. CTSS activity in tears and lacrimal gland (LG) lysates was measured. The corneal barrier function was investigated in naïve mice or after topical administration of CTSS eye drops 5X/day for two days. Eyes were collected, and conjunctival goblet cell density was measured in PAS-stained sections. Immunoreactivity of the tight junction proteins, ZO-1 and occludin, was …

Characterization And Outcomes Of Hospitalized Children With Coronavirus Disease 2019: A Report From A Multicenter, Viral Infection And Respiratory Illness Universal Study (Coronavirus Disease 2019) Registry, Utpal S Bhalala, Katja M Gist, Sandeep Tripathi, Karen Boman, Vishakha K Kumar, Lynn Retford, Kathleen Chiotos, Allison M Blatz, Heda Dapul, Sourabh Verma, Imran A Sayed, Varsha P Gharpure, Erica Bjornstad, Nancy Tofil, Katherine Irby, Ronald C Sanders, Julia A Heneghan, Melissa Thomas, Manoj K Gupta, Franscene E Oulds, Grace M Arteaga, Emily R Levy, Neha Gupta, Margit Kaufman, Amr Abdelaty, Mark Shlomovich, Shivanand S Medar, A M Iqbal O'Meara, Joshua Kuehne, Shina Menon, Paras B Khandhar, Aaron S Miller, Suzanne M Barry, Valerie C Danesh, Ashish K Khanna, Kimberly Zammit, Casey Stulce, Patrick W Mcgonagill, Asher Bercow, Ioana G Amzuta, Sandeep Gupta, Mohammed A Almazyad, Louisdon Pierre, Prithvi Sendi, Sidra Ishaque, Harry L Anderson, Pooja Nawathe, Murtaza Akhter, Patrick G Lyons, Catherine Chen, Allan J Walkey, Azra Bihorac, Imam Wada Bello, Judith Ben Ari, Tanja Kovacevic, Vikas Bansal, John T Brinton, Jerry J Zimmerman, Rahul Kashyap

Faculty, Staff and Students Publications

OBJECTIVES: Multicenter data on the characteristics and outcomes of children hospitalized with coronavirus disease 2019 are limited. Our objective was to describe the characteristics, ICU admissions, and outcomes among children hospitalized with coronavirus disease 2019 using Society of Critical Care Medicine Discovery Viral Infection and Respiratory Illness Universal Study: Coronavirus Disease 2019 registry.

DESIGN: Retrospective study.

SETTING: Society of Critical Care Medicine Viral Infection and Respiratory Illness Universal Study (Coronavirus Disease 2019) registry.

PATIENTS: Children (< 18 yr) hospitalized with coronavirus disease 2019 at participating hospitals from February 2020 to January 2021.

INTERVENTIONS: None.

MEASUREMENTS AND MAIN RESULTS: The primary outcome was ICU admission. Secondary outcomes included hospital and ICU duration of stay and ICU, hospital, …

Plastic Multilayered Closure Versus Orthopedic Surgeon Closure After Spinal Instrumentation In Pediatric Neuromuscular Scoliosis, Ekene U Ezeokoli, Poornima L Tamma, Neritan Borici, Ifeoma Inneh, Edward P Buchanan, Brian G Smith

Faculty, Staff and Students Publications

OBJECTIVE: To compare wound complication rates between orthopedic closure (OC) and plastic multilayered closure (PMC) in patients undergoing primary posterior spinal fusion for neuromuscular scoliosis (NMS). We hypothesize that multilayered closure will be associated with better postoperative outcomes.

METHODS: We collected data on pediatric patients diagnosed with NMS who underwent first time spinal instrumentation between 1 January 2018 and 31 May 2021. Patient demographics, length of surgery, spinal levels fused and operative variables, wound complication rate, treatments, and need for wound washout were reviewed in depth and recorded.

RESULTS: In total, 86 patients were reviewed: 46 with OC and 40 …

Integrated Microtia And Aural Atresia Management, Mai Thy Truong, Yi-Chun Carol Liu, Jocelyn Kohn, Sivakumar Chinnadurai, David A Zopf, Melissa Tribble, Paul B Tanner, Kathleen Sie, Kay W Chang

Faculty, Staff and Students Publications

OBJECTIVES: To present recommendations for the coordinated evaluation and management of the hearing and reconstructive needs of patients with microtia and aural atresia.

METHODS: A national working group of 9 experts on microtia and atresia evaluated a working document on the evaluation and treatment of patients. Treatment options for auricular reconstruction and hearing habilitation were reviewed and integrated into a coordinated care timeline.

RESULTS: Recommendations were created for children with microtia and atresia, including diagnostic considerations, surgical and non-surgical options for hearing management and auricular reconstruction, and the treatment timeline for each option. These recommendations are based on the collective …

Extended Effects Of A Wearable Sensory Prosthesis On Gait, Balance Function And Falls After 26 Weeks Of Use In Persons With Peripheral Neuropathy And High Fall Risk–The Walk2wellness Trial, Lars I E Oddsson, Teresa Bisson, Helen S Cohen, Ikechukwu Iloputaife, Laura Jacobs, Doris Kung, Lewis A Lipsitz, Brad Manor, Patricia Mccracken, Yvonne Rumsey, Diane M Wrisley, Sara R Koehler-Mcnicholas

Faculty, Staff and Students Publications

BACKGROUND: We recently reported that individuals with impaired plantar sensation and high fall risk due to sensory peripheral neuropathy (PN) improved gait and balance function following 10 weeks of use of Walkasins

MATERIALS AND METHODS: Participants had clinically diagnosed PN with impaired plantar sensation, high fall risk (Functional Gait Assessment, FGA score < 23) and ability to sense tactile stimuli above the ankle at the location of the device. Additional outcomes included 10 m Gait Speed, Timed Up and Go (TUG), Four-Stage Balance Test, and self-reported outcomes, including Activities-Specific Balance Confidence scale and Vestibular Disorders Activities of Daily Living Scale. Participants tracked falls using a calendar.

RESULTS: We assessed falls and self-reported outcomes from 44 individuals after 26 weeks of device use; 30 of them conducted in-person testing of clinical outcomes. Overall, improvements in clinical outcomes seen at 10 weeks of use remained sustained at 26 weeks with statistically significant increases compared to baseline …

Screening For Balance In Children And Adults In A Community Science Education Setting: Normative Data, Influence Of Age, Sex, And Body Mass Index, And Feasibility, Phyllis Friello, Nathan Silver, Haleh Sangi-Haghpeykar, Helen S Cohen

Faculty, Staff and Students Publications

BACKGROUND: Screening standing and walking balance is useful for people suspected of having vestibular disorders, a variety of neurologic and musculoskeletal disorders, and for screening astronauts returning after exposure to microgravity. Visitors to a community science education center children and adults, aged 4 to 85, were tested on tandem walking with eyes closed and the modified Romberg test on compliant foam. They were then asked about their experience participating in research, many people for the first time.

METHODS: Subjects performed 10 steps of tandem walking with eyes closed, and three trials of the modified Romberg, or Clinical Test of Sensory …

Subjective Versus Objective Tests Of Dizziness And Vestibular Function In Epidemiologic Screening Research, Helen S Cohen, Haleh Sangi-Haghpeykar, Michael W Plankey

Faculty, Staff and Students Publications

BACKGROUND: Many epidemiologic studies of vestibular disorders are based on responses to questionnaires which have not been tested against objective tests of the vestibular system.

OBJECTIVE: The goal was to determine if the dizziness and balance questions used in the National Health Interview Survey (NHIS) are valid and predict performance on objective tests of the vestibular system (VNG).

METHODS: Data from 367 participants recruited from the community, aged 21.4 to 87.6 years, were collected in the Otolaryngology department at a tertiary care center. They were asked the eight NHIS questions twice, at least 30 minutes apart and were tested on …

Crispr/Cas9-Mediated Genome Editing Reveals 12 Testis-Enriched Genes Dispensable For Male Fertility In Mice, Yuki Oyama, Haruhiko Miyata, Keisuke Shimada, Yoshitaka Fujihara, Keizo Tokuhiro, Thomas X Garcia, Martin M Matzuk, Masahito Ikawa

Faculty, Staff and Students Publications

Gene expression analyses suggest that more than 1000-2000 genes are expressed predominantly in mouse and human testes. Although functional analyses of hundreds of these genes have been performed, there are still many testis-enriched genes whose functions remain unexplored. Analyzing gene function using knockout (KO) mice is a powerful tool to discern if the gene of interest is essential for sperm formation, function, and male fertility in vivo. In this study, we generated KO mice for 12 testis-enriched genes, 1700057G04Rik, 4921539E11Rik, 4930558C23Rik, Cby2, Ldhal6b, Rasef, Slc25a2, Slc25a41, Smim8, Smim9, Tmem210, and Tomm20l, using the clustered regularly interspaced short palindromic repeats /CRISPR-associated …

Writing Into Hope: Laughter, Sadness And Healing In John Gower's Confessio Amantis, Natalie S. Grinnell

Faculty Scholarship

This article uses the theory of the narrative creation of the self to contend that the Confessio Amantis creates a space for narrative healing within the acknowledgement of mortality. Rather than being traditionally funny or ending in amorous or military victory, Gower’s poem uses the encyclopedia knowledge of the interpolated tales to establish a healing narrative in the face of failure and loss.

Urine Alcam, Pf4 And Vcam-1 Surpass Conventional Metrics In Identifying Nephritis Disease Activity In Childhood-Onset Systemic Lupus Erythematosus, Samar A Soliman, Anam Haque, Kamala Vanarsa, Ting Zhang, Faten Ismail, Kyung Hyun Lee, Claudia Pedroza, Larry A Greenbaum, Sherene Mason, M John Hicks, Scott E Wenderfer, Chandra Mohan

Faculty, Staff and Students Publications

OBJECTIVES: Serial kidney biopsy for repeat evaluation and monitoring of lupus nephritis (LN) in childhood-onset Systemic Lupus Erythematosus (cSLE) remains challenging, thus non-invasive biomarkers are needed. Here, we evaluate the performance of ten urine protein markers of diverse nature including cytokines, chemokines, and adhesion molecules in distinguishing disease activity in cSLE.

METHODS: Eighty-four pediatric patients meeting ≥4 ACR criteria for SLE were prospectively enrolled for urine assay of 10 protein markers normalized to urine creatinine, namely ALCAM, cystatin-C, hemopexin, KIM-1, MCP-1, NGAL, PF-4, Timp-1, TWEAK, and VCAM-1 by ELISA. Samples from active renal (LN) and active non-renal SLE patients were …

Risk Of Alzheimer's Disease Following Influenza Vaccination: A Claims-Based Cohort Study Using Propensity Score Matching, Avram S Bukhbinder, Yaobin Ling, Omar Hasan, Xiaoqian Jiang, Yejin Kim, Kamal N Phelps, Rosemarie E Schmandt, Albert Amran, Ryan Coburn, Srivathsan Ramesh, Qian Xiao, Paul E Schulz

Faculty, Staff and Student Publications

BACKGROUND: Prior studies have found a reduced risk of dementia of any etiology following influenza vaccination in selected populations, including veterans and patients with serious chronic health conditions. However, the effect of influenza vaccination on Alzheimer's disease (AD) risk in a general cohort of older US adults has not been characterized.

OBJECTIVE: To compare the risk of incident AD between patients with and without prior influenza vaccination in a large US claims database.

METHODS: Deidentified claims data spanning September 1, 2009 through August 31, 2019 were used. Eligible patients were free of dementia during the 6-year look-back period and≥65 years …

Fairly Predicting Graft Failure In Liver Transplant For Organ Assigning, Sirui Ding, Ruixiang Tang, Daochen Zha, Na Zou, Kai Zhang, Xiaoqian Jiang, Xia Hu

Faculty, Staff and Student Publications

Liver transplant is an essential therapy performed for severe liver diseases. The fact of scarce liver resources makes the organ assigning crucial. Model for End-stage Liver Disease (MELD) score is a widely adopted criterion when making organ distribution decisions. However, it ignores post-transplant outcomes and organ/donor features. These limitations motivate the emergence of machine learning (ML) models. Unfortunately, ML models could be unfair and trigger bias against certain groups of people. To tackle this problem, this work proposes a fair machine learning framework targeting graft failure prediction in liver transplant. Specifically, knowledge distillation is employed to handle dense and sparse …

Facilitating Federated Genomic Data Analysis By Identifying Record Correlations While Ensuring Privacy, Leonard Dervishi, Xinyue Wang, Wentao Li, Anisa Halimi, Jaideep Vaidya, Xiaoqian Jiang, Erman Ayday

Faculty, Staff and Student Publications

With the reduction of sequencing costs and the pervasiveness of computing devices, genomic data collection is continually growing. However, data collection is highly fragmented and the data is still siloed across different repositories. Analyzing all of this data would be transformative for genomics research. However, the data is sensitive, and therefore cannot be easily centralized. Furthermore, there may be correlations in the data, which if not detected, can impact the analysis. In this paper, we take the first step towards identifying correlated records across multiple data repositories in a privacy-preserving manner. The proposed framework, based on random shuffling, synthetic record …

Multi-Antigen-Targeted T-Cell Therapy To Treat Patients With Relapsed/Refractory Breast Cancer, Valentina Hoyos, Spyridoula Vasileiou, Manik Kuvalekar, Ayumi Watanabe, Ifigeneia Tzannou, Yovana Velazquez, Matthew French-Kim, Wingchi Leung, Suhasini Lulla, Catherine Robertson, Claudette Foreman, Tao Wang, Shaun Bulsara, Natalia Lapteva, Bambi Grilley, Matthew Ellis, Charles Kent Osborne, Angela Coscio, Julie Nangia, Helen E Heslop, Cliona M Rooney, Juan F Vera, Premal Lulla, Mothaffar Rimawi, Ann M Leen

Faculty, Staff and Students Publications

PURPOSE: Adoptively transferred, ex vivo expanded multi-antigen-targeted T cells (multiTAA-T) represent a new, potentially effective, and nontoxic therapeutic approach for patients with breast cancer (BC). In this first-in-human trial, we investigated the safety and clinical effects of administering multiTAA T cells targeting the tumor-expressed antigens, Survivin, NY-ESO-1, MAGE-A4, SSX2, and PRAME, to patients with relapsed/refractory/metastatic BC.

MATERIALS AND METHODS: MultiTAA T-cell products were generated from the peripheral blood of heavily pre-treated patients with metastatic or locally recurrent unresectable BC of all subtypes and infused at a fixed dose level of 2 × 107/m2. Patients received two infusions of cells 4 …

An Unusual Case Of Breast Implant-Associated Anaplastic Large Cell Lymphoma, Sarah Premji, Andreia Barbieri, Christine Roth, Eric M Rohren, Gustavo Rivero, Sravanti P Teegavarapu

Faculty, Staff and Students Publications

INTRODUCTION: Breast implant-associated anaplastic large cell lymphoma (BIA-ALCL) is a rare disease entity associated with textured breast implants. Though the clinical course is typically indolent, BIA-ALCL can occasionally invade through the capsule into the breast parenchyma with spread to the regional lymph nodes and beyond including chest wall invasive disease.

CASE: We present the case of a 51-year-old female with a history of bilateral silicone breast implants placed approximately twenty years ago who presented with two months of progressively enlarging right breast mass. Ultrasound-guided biopsy of right breast mass and right axillary lymph node showed CD 30-positive

CONCLUSION: Treatment guidelines …

The Effects Of Glucocorticoids And Immunosuppressants On Cancer Outcomes In Checkpoint Inhibitor Therapy, Sebastian Bruera, Maria E Suarez-Almazor

Faculty, Staff and Students Publications

The emergence of checkpoint inhibitors has created a paradigm shift for the treatment of various malignancies. However, although these therapies are associated with improved survival rates, they also carry the risk of immune-related adverse events (irAEs). Moderate to severe irAEs are typically treated with glucocorticoids, sometimes with the addition of immunosuppressants as steroid-sparing therapy. However, it is unclear how glucocorticoids and immunosuppressants may impact cancer survival and the efficacy of immune checkpoint therapy on cancer. In this narrative review, we discuss the effects of glucocorticoids and immunosuppressants including methotrexate, hydroxychloroquine, azathioprine, mycophenolate mofetil, tumor-necrosis factor (TNF)-inhibitors, interleukin-6 inhibitors, interleukin-1 inhibitors, …

Improving Pharmacovigilance Signal Detection From Clinical Notes With Locality Sensitive Neural Concept Embeddings, Justin Mower, Elmer Bernstam, Hua Xu, Sahiti Myneni, Devika Subramanian, Trevor Cohen

Faculty, Staff and Student Publications

Although pharmaceutical products undergo clinical trials to profile efficacy and safety, some adverse drug reactions (ADRs) are only discovered after release to market. Post-market drug safety surveillance - pharmacovigilance - leverages information from various sources to proactively identify such ADRs. Clinical notes are one source of observational data that could assist this process, but their inherent complexity can obfuscate possible ADR signals. In previous research, embeddings trained on observational reports have improved detection of such signals over commonly used statistical measures. Moreover, neural embedding methods which further encode juxtapositional information have shown promise on analogical retrieval tasks, suggesting proximity-based alternatives …

Enhancing Diagnosis Through Technology: Decision Support, Artificial Intelligence, And Beyond, Robert El-Kareh, Dean F Sittig

Faculty, Staff and Student Publications

Patient care in intensive care environments is complex, time-sensitive, and data-rich, factors that make these settings particularly well-suited to clinical decision support (CDS). A wide range of CDS interventions have been used in intensive care unit environments. The field needs well-designed studies to identify the most effective CDS approaches. Evolving artificial intelligence and machine learning models may reduce information-overload and enable teams to take better advantage of the large volume of patient data available to them. It is vital to effectively integrate new CDS into clinical workflows and to align closely with the cognitive processes of frontline clinicians.

Advances In Non-Invasive Biosensing Measures To Monitor Wound Healing Progression, Walker D Short, Oluyinka O Olutoye, Benjamin W Padon, Umang M Parikh, Daniel Colchado, Hima Vangapandu, Shayan Shams, Taiyun Chi, Jangwook P Jung, Swathi Balaji

Faculty, Staff and Student Publications

Impaired wound healing is a significant financial and medical burden. The synthesis and deposition of extracellular matrix (ECM) in a new wound is a dynamic process that is constantly changing and adapting to the biochemical and biomechanical signaling from the extracellular microenvironments of the wound. This drives either a regenerative or fibrotic and scar-forming healing outcome. Disruptions in ECM deposition, structure, and composition lead to impaired healing in diseased states, such as in diabetes. Valid measures of the principal determinants of successful ECM deposition and wound healing include lack of bacterial contamination, good tissue perfusion, and reduced mechanical injury and …

A Deep Learning-Based Framework For Supporting Clinical Diagnosis Of Glioblastoma Subtypes, Sana Munquad, Tapas Si, Saurav Mallik, Asim Bikas Das, Zhongming Zhao

Faculty, Staff and Student Publications

Understanding molecular features that facilitate aggressive phenotypes in glioblastoma multiforme (GBM) remains a major clinical challenge. Accurate diagnosis of GBM subtypes, namely classical, proneural, and mesenchymal, and identification of specific molecular features are crucial for clinicians for systematic treatment. We develop a biologically interpretable and highly efficient deep learning framework based on a convolutional neural network for subtype identification. The classifiers were generated from high-throughput data of different molecular levels, i.e., transcriptome and methylome. Furthermore, an integrated subsystem of transcriptome and methylome data was also used to build the biologically relevant model. Our results show that deep learning model outperforms …

Crucial Roles Of Microrna-16-5p And Microrna-27b-3p In Ameloblast Differentiation Through Regulation Of Genes Associated With Amelogenesis Imperfecta, Akiko Suzuki, Hiroki Yoshioka, Teng Liu, Aania Gull, Naina Singh, Thanh Le, Zhongming Zhao, Junichi Iwata

Faculty, Staff and Student Publications

Amelogenesis imperfecta is a congenital disorder within a heterogeneous group of conditions characterized by enamel hypoplasia. Patients suffer from early tooth loss, social embarrassment, eating difficulties, and pain due to an abnormally thin, soft, fragile, and discolored enamel with poor aesthetics and functionality. The etiology of amelogenesis imperfecta is complicated by genetic interactions. To identify mouse amelogenesis imperfecta-related genes (mAIGenes) and their respective phenotypes, we conducted a systematic literature review and database search and found and curated 70 mAIGenes across all of the databases. Our pathway enrichment analysis indicated that these genes were enriched in tooth development-associated pathways, forming four …

Dimensionality Reduction And Louvain Agglomerative Hierarchical Clustering For Cluster-Specified Frequent Biomarker Discovery In Single-Cell Sequencing Data, Soumita Seth, Saurav Mallik, Tapas Bhadra, Zhongming Zhao

Faculty, Staff and Student Publications

The major interest domains of single-cell RNA sequential analysis are identification of existing and novel types of cells, depiction of cells, cell fate prediction, classification of several types of tumor, and investigation of heterogeneity in different cells. Single-cell clustering plays an important role to solve the aforementioned questions of interest. Cluster identification in high dimensional single-cell sequencing data faces some challenges due to its nature. Dimensionality reduction models can solve the problem. Here, we introduce a potential cluster specified frequent biomarkers discovery framework using dimensionality reduction and hierarchical agglomerative clustering Louvain for single-cell RNA sequencing data analysis. First, we pre-filtered …